Statistical Multi-Faults Localization Strategy of Switch Open-Circuit Fault for Modular Multilevel Converters Using Grubbs Criterion

Mingbo Jin, F. Deng, Chengkai Liu, Q. Yu, Jifeng Zhao, Qingsong Wang
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引用次数: 1

Abstract

Fault localization is one of the most important issues for the MMC consisting of large number of switches. This paper proposes a statistical multi-faults localization strategy for the MMC, where a feature extraction algorithm of capacitor voltage variations is proposed to extract the features of the MMC based on the exponential smoothing relationship among the capacitor voltages. Based on the extracted features, faults in the MMC can be easily located with the Grubbs Criterion according to the Grubbs Criterion Table. The proposed Grubbs Criterion-based fault localization strategy can construct concise simple features samples for the MMC containing all exponential smoothing global capacitor voltage variables, and accordingly it can locate faults with short time for the MMC. In addition, it not only does not require a large number of training data samples, but also does not require the creation of complex mathematical models and manual setting of empirical thresholds. It is compatible with both single and multiple switches open-circuit failures. The results of the simulation confirm the effectiveness of the proposed strategy.
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基于Grubbs准则的模块化多电平变换器开关开路故障统计多故障定位策略
故障定位是由大量交换机组成的MMC的重要问题之一。本文提出了一种MMC的统计多故障定位策略,提出了一种基于电容电压之间的指数平滑关系提取MMC特征的电容电压变化特征提取算法。根据提取的特征,根据格拉布准则表,利用格拉布准则对MMC中的故障进行定位。所提出的基于Grubbs准则的故障定位策略可以为包含所有指数平滑全局电容电压变量的MMC构造简洁的特征样本,从而在短时间内对MMC进行故障定位。此外,它不仅不需要大量的训练数据样本,也不需要建立复杂的数学模型和人工设置经验阈值。它兼容单开关和多开关开路故障。仿真结果验证了该策略的有效性。
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